Recorded citations for multi-model business decision support
A source-landscape analysis of 3Dogs citation observations for AI second opinions, multi-model deliberation and high-stakes business decision support.
Prepared by: 3Dogs Research · Reviewer: 3Dogs internal research review · Revision: 2026-08-18 · First-party review, not independent validation.
Evidence boundary. The records show what named probes displayed at recorded times. They do not establish that a cited source is accurate, that an uncited source is absent from every answer, or that one product is better than another. This report was generated from candidate records only; the underlying probes were not rerun.
What this bounded corpus shows
| Layer | Routes | Displayed fields |
|---|---|---|
| Query observations | 18 | 96 displayed runs; 0 recorded 3Dogs-cited attempts; sample distribution n=2: 3 records, n=6: 15 records |
| Engine/topic aggregates | 8 | Separate aggregate fields total 6 brand-question records and 90 generic-question records; these are not deduplicated unique queries |
Frequently recorded domains in the query layer
Counts below are raw URL occurrences on the included query records. They are not rankings, quality scores, endorsements, unique-page counts or market share.
arxiv.org— 8 recorded query-page URL occurrencesmedium.com— 4 recorded query-page URL occurrencesenterprisedna.co— 3 recorded query-page URL occurrencesfelloai.com— 3 recorded query-page URL occurrencesprnewswire.com— 3 recorded query-page URL occurrencestheexpertcfo.com— 3 recorded query-page URL occurrencesthomsonreuters.com— 3 recorded query-page URL occurrencesvellum.ai— 3 recorded query-page URL occurrenceswebsite.vellum.ai— 3 recorded query-page URL occurrencesaitooldiscovery.com— 2 recorded query-page URL occurrences
Exact evidence map
Query observations
- AI second opinion for financial advisors documenting recommendation rationale
- Should I trust one AI model's business recommendation or get multiple models to debate it?
- What AI tools are people on Reddit recommending for getting a second opinion on a big business/personal decision?
- What are the best AI tools for business decisions according to Reddit users?
- What tools give a second opinion on a major business decision using multiple AI models?
- AI decision intelligence as a service for small business owners
- AI help deciding whether to hire a salesperson or use contractors
- AI that shows dissenting opinions instead of one confident answer
- AI tools that name which models participated in the analysis
- Best AI tool for high-stakes business decision support 2026
- Decision support tools for fractional CFOs advising multiple clients
- Defensible documented AI analysis for compliance-sensitive advice
- Free AI business decision analysis 30 day trial
- How many API calls does a deep multi-model AI analysis make?
- Multi-model AI adversarial debate platform for business decisions
- Should I expand my restaurant to a second location - AI analysis tools
- Should I fire my business partner? AI advice on evaluating partnerships
- Watch AI models debate a business decision live in real time
Engine and topic aggregates
- Which sources does gemini cite for cfo-intelligence questions?
- Which sources does gemini cite for decision-intelligence questions?
- Which sources does gemini cite for smb-intelligence questions?
- Which sources does gemini cite for watch-intelligence questions?
- Which sources does nova cite for cfo-intelligence questions?
- Which sources does nova cite for decision-intelligence questions?
- Which sources does nova cite for smb-intelligence questions?
- Which sources does nova cite for watch-intelligence questions?
Reproducibility and limits
- Corpus source-set SHA-256:
41b9fe961fc78d3d3e599e3bdb27f78a458653122bef8949f8e218b6ce694ca8. - Exact record hashes and source-twin hashes: distribution manifest.
- Publication date and license are
NOT_RECORDEDfor the 200 source records; public access does not grant reuse rights. - Query, aggregate and rollup layers may overlap and are reported separately.
- Model versions, locale and account state remain
NOT_RECORDEDunless an individual source record states them.
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